Analyses

Setup

Loading and preparing data

### Import using haven
dat <-
  haven::read_sav(file.path(dataPath,
                            'database.orig.new labels.sav'));

### ... But convert to a data frame instead of a tibble, because,
### for example, length(unique(dat[, 'group'])) results in 1 instead
### of 2...
dat <- as.data.frame(dat);

### Set group as factor
dat$group <-
  factor(dat$group,
         levels=1:2,
         labels=c("Alternative medicine",
                  "Medicine"));

### Extract and store attitude variable names
attitudeVars <-
  grep('ATT1_',
       names(dat),
       value=TRUE);

Descriptives

ufs::cat0("\n\n### Group\n\n");
## 
## 
## ### Group
pander(userfriendlyscience::freq(dat$group));
  Frequencies Perc.Total Perc.Valid Cumulative
Alternative medicine 95 60.5 60.5 60.5
Medicine 62 39.5 39.5 100
Total valid 157 100 100 
ufs::cat0("\n\n### Attitude\n\n");
## 
## 
## ### Attitude
ufs::meansComparisonDiamondPlot(dat,
                                rev(attitudeVars),
                                compareBy = 'group');

Correlations

### Takes way too long, huge, etc
# GGally::ggpairs(dat[, attitudeVars]);

cors <- cor(dat[, attitudeVars]);

knitr::kable(cors);
ATT1_1_ExerciseAndDiet ATT1_2_MustSuffer ATT1_3_TrustInTradRemedy ATT1_4_BodyMirrorToSoul ATT1_5_DependsOnEnvironment ATT1_6_IllnessIsImbalance ATT1_7_HealthyDiet ATT1_8_NeedTestResult ATT1_9_MindHasStrongEffect ATT1_10_AttractPplAndEvents ATT1_11_BodyRemembers ATT1_12_WeakImmuneSystem ATT1_13_ElectronicRadiation ATT1_14_Reincarnation ATT1_15_TrustAncientRemedies ATT1_16_EverythingConnected ATT1_17_SickByChance ATT1_18_TreatsOnlySymptoms ATT1_19_DoctorMustHealMe ATT1_20_HealingIsLuck ATT1_21_IllnessBecauseOfEmotions ATT1_22_AvoidPharma ATT1_23_NothingByChance ATT1_24_IllnessBecauseOfGenes ATT1_25_ChemotherapyHarmful ATT1_26_HealingResultOfEmoDevelopment ATT1_27_EnergeticSystemInBody ATT1_28_ConfrontingEmotionalProb ATT1_29_RadiationTherapyHarmful ATT1_30_MandatoryVaccines ATT1_31_IllnessSymbology ATT1_32_TrustWesternDocs ATT1_33_SymptomsWillDisappear ATT1_34_EnergyInEastern ATT1_35_SeriousSymptom ATT1_36_UnprocessedTrauma ATT1_37_NoBiopsy ATT1_38_IllnessTeachesUs ATT1_39_OnlyNatural ATT1_40_StrongerComplaintsMeanHealing
ATT1_1_ExerciseAndDiet 1.0000000 -0.0084660 0.0694391 0.4241653 -0.0390908 0.2721785 0.2308518 -0.1008970 0.2122045 0.0802020 0.1900020 0.1094308 0.0378036 0.0606614 0.1210111 0.1424736 0.0041596 0.1006868 0.0610199 -0.1241150 0.2348349 0.1069783 0.1634249 -0.0126976 0.1789575 0.1998342 0.1458199 0.2248283 0.1749954 -0.0428752 0.1505811 -0.0210964 0.2003836 0.0779428 -0.1243785 0.0837409 NA 0.1919687 0.1589925 0.1422147
ATT1_2_MustSuffer -0.0084660 1.0000000 0.0472415 0.1249747 0.3236953 0.0515263 -0.0601043 0.0152743 0.0758701 0.0742649 0.0131374 0.1079111 0.0475628 -0.0529073 -0.0076185 0.0496571 0.1177780 -0.0573410 0.0340114 -0.0305639 -0.0456223 -0.0454697 0.0259422 0.0757318 0.1525610 0.0357778 -0.0683383 -0.0551319 0.1550535 0.0471142 -0.0835710 -0.0259820 -0.0539665 -0.0978092 0.0132725 0.0840836 NA -0.0217634 -0.0184319 -0.0649280
ATT1_3_TrustInTradRemedy 0.0694391 0.0472415 1.0000000 0.2208378 -0.0472741 0.1942895 0.0557679 -0.3524498 0.3461252 0.2600101 0.3346849 -0.0156727 0.1374030 0.3026554 0.4912190 0.2404364 -0.2186351 0.3877369 -0.0011191 -0.2765600 0.2143973 0.4056573 0.3204956 -0.2099835 0.3892814 0.2899719 0.3568731 0.2744600 0.4194499 0.2642549 0.3068033 -0.5058174 0.1975063 0.2446344 -0.5598548 0.2301550 NA 0.3271295 0.4967249 0.3839049
ATT1_4_BodyMirrorToSoul 0.4241653 0.1249747 0.2208378 1.0000000 0.2647669 0.4772507 0.2518628 -0.1789392 0.4423574 0.4905143 0.5368642 0.1447923 0.2441405 0.2724712 0.2788918 0.4260463 -0.0692908 0.2429964 -0.0115394 -0.1262636 0.4391603 0.2726757 0.4281565 -0.0198007 0.2486976 0.4089117 0.3405143 0.4316099 0.3226797 0.1862449 0.3902765 -0.0959253 0.4642235 0.2965728 -0.2002010 0.4053514 NA 0.3493026 0.2116595 0.2184550
ATT1_5_DependsOnEnvironment -0.0390908 0.3236953 -0.0472741 0.2647669 1.0000000 0.1194994 -0.1943544 0.0801749 0.2047462 0.1821709 0.0094744 0.1871332 -0.0413642 -0.0730398 -0.0174566 0.0378808 0.2444350 -0.1108890 0.2264448 0.2005460 0.1415720 -0.1077346 0.0538033 0.2109168 -0.0808169 0.1334717 0.0404309 0.0862687 0.0079215 0.1033835 0.0058303 0.0306741 0.1056515 0.0109386 -0.0062860 0.0421063 NA 0.0713054 -0.0358405 -0.0290493
ATT1_6_IllnessIsImbalance 0.2721785 0.0515263 0.1942895 0.4772507 0.1194994 1.0000000 0.2348925 -0.1443919 0.4898834 0.3675804 0.5240328 0.2745535 0.2705824 0.2499278 0.3291069 0.3921094 -0.2019705 0.3390387 -0.0197302 -0.1103261 0.5596064 0.3554731 0.4287178 0.0772809 0.3400032 0.4101004 0.3977586 0.4763812 0.3198182 0.2649290 0.5183032 -0.2385971 0.4841351 0.3074713 -0.2768620 0.5827068 NA 0.4782078 0.2806879 0.2747648
ATT1_7_HealthyDiet 0.2308518 -0.0601043 0.0557679 0.2518628 -0.1943544 0.2348925 1.0000000 -0.0585217 0.1661815 0.0968281 0.2825621 0.1011412 0.2574176 0.1848855 0.0587295 0.0918691 -0.1754768 0.1162447 -0.1722939 -0.0249809 0.1367065 0.2227906 0.1767877 -0.1747135 0.1346951 0.1790690 0.2015585 0.1717385 0.1194131 0.0411254 0.2562022 -0.0440241 0.1585686 0.0749414 -0.1081834 0.2555714 NA 0.2488056 0.1881599 0.1908927
ATT1_8_NeedTestResult -0.1008970 0.0152743 -0.3524498 -0.1789392 0.0801749 -0.1443919 -0.0585217 1.0000000 -0.0529930 -0.1513390 -0.1411773 0.0281832 -0.0235361 -0.1647861 -0.2546014 -0.1654507 0.0893473 -0.2664849 0.2035740 0.1330038 -0.0969578 -0.2347855 -0.2252959 0.1661425 -0.2659938 -0.1315401 -0.2331655 -0.2070489 -0.2770367 -0.0864011 -0.2218653 0.2988965 -0.1691348 -0.1450301 0.4162310 -0.0494982 NA -0.1632936 -0.2687649 -0.1536467
ATT1_9_MindHasStrongEffect 0.2122045 0.0758701 0.3461252 0.4423574 0.2047462 0.4898834 0.1661815 -0.0529930 1.0000000 0.5004338 0.5173430 0.1786446 0.2799839 0.3977961 0.3906288 0.4419906 -0.2278365 0.3194055 -0.0843873 -0.0756609 0.5347254 0.3869303 0.5227833 0.0441033 0.2960923 0.4878975 0.4622635 0.5344087 0.3057061 0.2444440 0.4360955 -0.2476222 0.4383953 0.3379720 -0.3228373 0.4840461 NA 0.4827467 0.2943169 0.3617487
ATT1_10_AttractPplAndEvents 0.0802020 0.0742649 0.2600101 0.4905143 0.1821709 0.3675804 0.0968281 -0.1513390 0.5004338 1.0000000 0.5262282 0.0962402 0.3369634 0.4550562 0.3743866 0.5934439 -0.2637717 0.3255896 -0.0896244 -0.1393835 0.4456456 0.2620765 0.5850231 -0.1342865 0.2600271 0.4055226 0.5171608 0.4618504 0.2998215 0.1504512 0.5195376 -0.2217351 0.3962191 0.4793541 -0.2590988 0.4318464 NA 0.4181713 0.1865565 0.2650414
ATT1_11_BodyRemembers 0.1900020 0.0131374 0.3346849 0.5368642 0.0094744 0.5240328 0.2825621 -0.1411773 0.5173430 0.5262282 1.0000000 0.1299548 0.4145405 0.4764272 0.4007500 0.4928231 -0.3013047 0.3582009 -0.1358839 -0.1312263 0.4922927 0.3758361 0.5307446 -0.0605565 0.3120686 0.4842199 0.5770968 0.5622965 0.3249142 0.3250250 0.5945328 -0.1741643 0.5263267 0.4847034 -0.2989388 0.5656750 NA 0.5613971 0.3461062 0.3024056
ATT1_12_WeakImmuneSystem 0.1094308 0.1079111 -0.0156727 0.1447923 0.1871332 0.2745535 0.1011412 0.0281832 0.1786446 0.0962402 0.1299548 1.0000000 0.2781851 0.0435533 0.0862751 0.0330786 -0.0031598 -0.0008062 0.2952143 -0.0523564 0.3243294 0.1330992 0.0450233 0.3376405 0.1732069 0.1715048 0.0826298 0.2534853 0.2080209 0.0940153 0.1923871 0.1039427 0.2318473 -0.0061005 -0.1042828 0.1741983 NA 0.2334250 0.0933247 0.0997425
ATT1_13_ElectronicRadiation 0.0378036 0.0475628 0.1374030 0.2441405 -0.0413642 0.2705824 0.2574176 -0.0235361 0.2799839 0.3369634 0.4145405 0.2781851 1.0000000 0.3355783 0.3010909 0.3746640 -0.0563837 0.1705748 -0.1042949 0.0316521 0.3744046 0.3429224 0.3771526 0.0484701 0.2275863 0.3366063 0.4167310 0.4581106 0.2680441 0.1845089 0.4539678 -0.1112264 0.2451437 0.3337472 -0.2002061 0.4521481 NA 0.4445919 0.2181790 0.2241344
ATT1_14_Reincarnation 0.0606614 -0.0529073 0.3026554 0.2724712 -0.0730398 0.2499278 0.1848855 -0.1647861 0.3977961 0.4550562 0.4764272 0.0435533 0.3355783 1.0000000 0.4672558 0.4757394 -0.3850960 0.3610639 -0.2373956 -0.0091673 0.3602878 0.4100591 0.5658837 -0.1837167 0.3256329 0.4546942 0.6246786 0.5225929 0.3327664 0.1555605 0.5432689 -0.2952711 0.3416214 0.4088613 -0.3698992 0.3846264 NA 0.5122923 0.4208462 0.4256597
ATT1_15_TrustAncientRemedies 0.1210111 -0.0076185 0.4912190 0.2788918 -0.0174566 0.3291069 0.0587295 -0.2546014 0.3906288 0.3743866 0.4007500 0.0862751 0.3010909 0.4672558 1.0000000 0.3864866 -0.1259170 0.5817235 0.0300925 -0.0849682 0.3178477 0.5304130 0.4701755 -0.0239217 0.4958746 0.4792079 0.5479178 0.5514235 0.5322520 0.1907948 0.4570224 -0.5412140 0.3670942 0.4289573 -0.5225363 0.3431742 NA 0.5069647 0.5673170 0.4670373
ATT1_16_EverythingConnected 0.1424736 0.0496571 0.2404364 0.4260463 0.0378808 0.3921094 0.0918691 -0.1654507 0.4419906 0.5934439 0.4928231 0.0330786 0.3746640 0.4757394 0.3864866 1.0000000 -0.2249966 0.3264711 -0.2002223 -0.1021029 0.4046189 0.3408761 0.6430707 -0.1458244 0.2694013 0.3248273 0.5246891 0.4616715 0.2842384 0.2357519 0.5269599 -0.1989407 0.3932002 0.4301146 -0.2616689 0.4832515 NA 0.4950248 0.2367404 0.2626768
ATT1_17_SickByChance 0.0041596 0.1177780 -0.2186351 -0.0692908 0.2444350 -0.2019705 -0.1754768 0.0893473 -0.2278365 -0.2637717 -0.3013047 -0.0031598 -0.0563837 -0.3850960 -0.1259170 -0.2249966 1.0000000 -0.0400188 0.2250995 0.2735728 -0.1773131 -0.0973780 -0.2564571 0.2926524 -0.0429481 -0.0384216 -0.1689682 -0.0811266 -0.0317844 -0.2753562 -0.3160543 0.2282634 -0.1011684 -0.0667772 0.1792312 -0.2803864 NA -0.1898318 -0.1021224 -0.0557070
ATT1_18_TreatsOnlySymptoms 0.1006868 -0.0573410 0.3877369 0.2429964 -0.1108890 0.3390387 0.1162447 -0.2664849 0.3194055 0.3255896 0.3582009 -0.0008062 0.1705748 0.3610639 0.5817235 0.3264711 -0.0400188 1.0000000 -0.0550622 -0.0446332 0.3663826 0.4975812 0.4298151 -0.0922129 0.5493440 0.4470684 0.5946441 0.4449213 0.4592413 0.1546217 0.4194967 -0.5479391 0.3890012 0.3852968 -0.4324276 0.2656516 NA 0.4179605 0.4475328 0.3837447
ATT1_19_DoctorMustHealMe 0.0610199 0.0340114 -0.0011191 -0.0115394 0.2264448 -0.0197302 -0.1722939 0.2035740 -0.0843873 -0.0896244 -0.1358839 0.2952143 -0.1042949 -0.2373956 0.0300925 -0.2002223 0.2250995 -0.0550622 1.0000000 0.1169646 0.0323337 -0.0753326 -0.2154318 0.2949418 0.0625665 0.0284918 -0.1753195 -0.0777057 0.1258693 -0.1024836 -0.1338725 0.0901559 -0.0258761 -0.0917305 0.0250131 -0.1045391 NA -0.0937019 0.0409415 -0.1826811
ATT1_20_HealingIsLuck -0.1241150 -0.0305639 -0.2765600 -0.1262636 0.2005460 -0.1103261 -0.0249809 0.1330038 -0.0756609 -0.1393835 -0.1312263 -0.0523564 0.0316521 -0.0091673 -0.0849682 -0.1021029 0.2735728 -0.0446332 0.1169646 1.0000000 -0.0602208 -0.0864319 0.0122111 0.1875207 -0.1027717 0.1053742 0.0587532 0.0067056 -0.1004241 -0.0963226 -0.0515285 0.1127999 0.0008813 -0.0571246 0.1811775 -0.0231296 NA 0.0110941 -0.0627139 -0.0366146
ATT1_21_IllnessBecauseOfEmotions 0.2348349 -0.0456223 0.2143973 0.4391603 0.1415720 0.5596064 0.1367065 -0.0969578 0.5347254 0.4456456 0.4922927 0.3243294 0.3744046 0.3602878 0.3178477 0.4046189 -0.1773131 0.3663826 0.0323337 -0.0602208 1.0000000 0.3255720 0.4929603 0.1555084 0.3200984 0.6188614 0.4781003 0.6270832 0.3112862 0.2089359 0.6616753 -0.1801153 0.6465546 0.4147707 -0.1715484 0.5825875 NA 0.4992835 0.2428293 0.2912841
ATT1_22_AvoidPharma 0.1069783 -0.0454697 0.4056573 0.2726757 -0.1077346 0.3554731 0.2227906 -0.2347855 0.3869303 0.2620765 0.3758361 0.1330992 0.3429224 0.4100591 0.5304130 0.3408761 -0.0973780 0.4975812 -0.0753326 -0.0864319 0.3255720 1.0000000 0.4515543 -0.0690298 0.4219054 0.4006552 0.4643160 0.4373290 0.4602506 0.2572197 0.4671149 -0.4614270 0.3254066 0.2942184 -0.5113605 0.4076633 NA 0.4179818 0.6069021 0.4766611
ATT1_23_NothingByChance 0.1634249 0.0259422 0.3204956 0.4281565 0.0538033 0.4287178 0.1767877 -0.2252959 0.5227833 0.5850231 0.5307446 0.0450233 0.3771526 0.5658837 0.4701755 0.6430707 -0.2564571 0.4298151 -0.2154318 0.0122111 0.4929603 0.4515543 1.0000000 0.0127950 0.3449041 0.5046738 0.5569054 0.5712726 0.3882049 0.1617609 0.6353934 -0.2731728 0.4510067 0.3621574 -0.2983861 0.4828195 NA 0.6686817 0.2850850 0.3852884
ATT1_24_IllnessBecauseOfGenes -0.0126976 0.0757318 -0.2099835 -0.0198007 0.2109168 0.0772809 -0.1747135 0.1661425 0.0441033 -0.1342865 -0.0605565 0.3376405 0.0484701 -0.1837167 -0.0239217 -0.1458244 0.2926524 -0.0922129 0.2949418 0.1875207 0.1555084 -0.0690298 0.0127950 1.0000000 -0.0290941 0.2122726 -0.1252374 0.0444817 -0.0099601 0.0268496 -0.0383994 0.1364719 0.0487855 -0.1558756 0.1833977 0.0294494 NA -0.0117243 -0.1456644 -0.1146142
ATT1_25_ChemotherapyHarmful 0.1789575 0.1525610 0.3892814 0.2486976 -0.0808169 0.3400032 0.1346951 -0.2659938 0.2960923 0.2600271 0.3120686 0.1732069 0.2275863 0.3256329 0.4958746 0.2694013 -0.0429481 0.5493440 0.0625665 -0.1027717 0.3200984 0.4219054 0.3449041 -0.0290941 1.0000000 0.4498064 0.4175912 0.4188124 0.8476789 0.1760316 0.3749923 -0.4038339 0.3287150 0.1680921 -0.3964854 0.3344242 NA 0.3883614 0.4722753 0.3239024
ATT1_26_HealingResultOfEmoDevelopment 0.1998342 0.0357778 0.2899719 0.4089117 0.1334717 0.4101004 0.1790690 -0.1315401 0.4878975 0.4055226 0.4842199 0.1715048 0.3366063 0.4546942 0.4792079 0.3248273 -0.0384216 0.4470684 0.0284918 0.1053742 0.6188614 0.4006552 0.5046738 0.2122726 0.4498064 1.0000000 0.5188512 0.6840190 0.4192223 0.2463869 0.6027420 -0.2635070 0.6077860 0.4265995 -0.2990208 0.4375068 NA 0.6159296 0.3429282 0.3838897
ATT1_27_EnergeticSystemInBody 0.1458199 -0.0683383 0.3568731 0.3405143 0.0404309 0.3977586 0.2015585 -0.2331655 0.4622635 0.5171608 0.5770968 0.0826298 0.4167310 0.6246786 0.5479178 0.5246891 -0.1689682 0.5946441 -0.1753195 0.0587532 0.4781003 0.4643160 0.5569054 -0.1252374 0.4175912 0.5188512 1.0000000 0.6949989 0.3991420 0.2385915 0.6069254 -0.3281682 0.5146466 0.6538358 -0.4626432 0.4978322 NA 0.6523815 0.4675451 0.4669471
ATT1_28_ConfrontingEmotionalProb 0.2248283 -0.0551319 0.2744600 0.4316099 0.0862687 0.4763812 0.1717385 -0.2070489 0.5344087 0.4618504 0.5622965 0.2534853 0.4581106 0.5225929 0.5514235 0.4616715 -0.0811266 0.4449213 -0.0777057 0.0067056 0.6270832 0.4373290 0.5712726 0.0444817 0.4188124 0.6840190 0.6949989 1.0000000 0.4076981 0.2245156 0.6546624 -0.2201359 0.6984922 0.5411518 -0.3821309 0.5289994 NA 0.6917439 0.3865647 0.4154461
ATT1_29_RadiationTherapyHarmful 0.1749954 0.1550535 0.4194499 0.3226797 0.0079215 0.3198182 0.1194131 -0.2770367 0.3057061 0.2998215 0.3249142 0.2080209 0.2680441 0.3327664 0.5322520 0.2842384 -0.0317844 0.4592413 0.1258693 -0.1004241 0.3112862 0.4602506 0.3882049 -0.0099601 0.8476789 0.4192223 0.3991420 0.4076981 1.0000000 0.1701937 0.3863127 -0.3779237 0.2973904 0.1454122 -0.4405388 0.3435014 NA 0.4171086 0.5172828 0.3590474
ATT1_30_MandatoryVaccines -0.0428752 0.0471142 0.2642549 0.1862449 0.1033835 0.2649290 0.0411254 -0.0864011 0.2444440 0.1504512 0.3250250 0.0940153 0.1845089 0.1555605 0.1907948 0.2357519 -0.2753562 0.1546217 -0.1024836 -0.0963226 0.2089359 0.2572197 0.1617609 0.0268496 0.1760316 0.2463869 0.2385915 0.2245156 0.1701937 1.0000000 0.2065587 -0.3191879 0.1605438 0.0932490 -0.2978830 0.2756514 NA 0.2132235 0.2151823 0.1382130
ATT1_31_IllnessSymbology 0.1505811 -0.0835710 0.3068033 0.3902765 0.0058303 0.5183032 0.2562022 -0.2218653 0.4360955 0.5195376 0.5945328 0.1923871 0.4539678 0.5432689 0.4570224 0.5269599 -0.3160543 0.4194967 -0.1338725 -0.0515285 0.6616753 0.4671149 0.6353934 -0.0383994 0.3749923 0.6027420 0.6069254 0.6546624 0.3863127 0.2065587 1.0000000 -0.2968470 0.5568520 0.4729738 -0.3916050 0.5442629 NA 0.6936774 0.4010237 0.4319284
ATT1_32_TrustWesternDocs -0.0210964 -0.0259820 -0.5058174 -0.0959253 0.0306741 -0.2385971 -0.0440241 0.2988965 -0.2476222 -0.2217351 -0.1741643 0.1039427 -0.1112264 -0.2952711 -0.5412140 -0.1989407 0.2282634 -0.5479391 0.0901559 0.1127999 -0.1801153 -0.4614270 -0.2731728 0.1364719 -0.4038339 -0.2635070 -0.3281682 -0.2201359 -0.3779237 -0.3191879 -0.2968470 1.0000000 -0.0807501 -0.1813602 0.5896709 -0.1900855 NA -0.2168334 -0.4936280 -0.2145457
ATT1_33_SymptomsWillDisappear 0.2003836 -0.0539665 0.1975063 0.4642235 0.1056515 0.4841351 0.1585686 -0.1691348 0.4383953 0.3962191 0.5263267 0.2318473 0.2451437 0.3416214 0.3670942 0.3932002 -0.1011684 0.3890012 -0.0258761 0.0008813 0.6465546 0.3254066 0.4510067 0.0487855 0.3287150 0.6077860 0.5146466 0.6984922 0.2973904 0.1605438 0.5568520 -0.0807501 1.0000000 0.4464822 -0.1992649 0.5330926 NA 0.5962268 0.2921160 0.3124312
ATT1_34_EnergyInEastern 0.0779428 -0.0978092 0.2446344 0.2965728 0.0109386 0.3074713 0.0749414 -0.1450301 0.3379720 0.4793541 0.4847034 -0.0061005 0.3337472 0.4088613 0.4289573 0.4301146 -0.0667772 0.3852968 -0.0917305 -0.0571246 0.4147707 0.2942184 0.3621574 -0.1558756 0.1680921 0.4265995 0.6538358 0.5411518 0.1454122 0.0932490 0.4729738 -0.1813602 0.4464822 1.0000000 -0.2429933 0.3907945 NA 0.4359419 0.2859871 0.2992267
ATT1_35_SeriousSymptom -0.1243785 0.0132725 -0.5598548 -0.2002010 -0.0062860 -0.2768620 -0.1081834 0.4162310 -0.3228373 -0.2590988 -0.2989388 -0.1042828 -0.2002061 -0.3698992 -0.5225363 -0.2616689 0.1792312 -0.4324276 0.0250131 0.1811775 -0.1715484 -0.5113605 -0.2983861 0.1833977 -0.3964854 -0.2990208 -0.4626432 -0.3821309 -0.4405388 -0.2978830 -0.3916050 0.5896709 -0.1992649 -0.2429933 1.0000000 -0.1831889 NA -0.3943774 -0.6107984 -0.4835906
ATT1_36_UnprocessedTrauma 0.0837409 0.0840836 0.2301550 0.4053514 0.0421063 0.5827068 0.2555714 -0.0494982 0.4840461 0.4318464 0.5656750 0.1741983 0.4521481 0.3846264 0.3431742 0.4832515 -0.2803864 0.2656516 -0.1045391 -0.0231296 0.5825875 0.4076633 0.4828195 0.0294494 0.3344242 0.4375068 0.4978322 0.5289994 0.3435014 0.2756514 0.5442629 -0.1900855 0.5330926 0.3907945 -0.1831889 1.0000000 NA 0.5487972 0.3374474 0.3974168
ATT1_37_NoBiopsy NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA 1 NA NA NA
ATT1_38_IllnessTeachesUs 0.1919687 -0.0217634 0.3271295 0.3493026 0.0713054 0.4782078 0.2488056 -0.1632936 0.4827467 0.4181713 0.5613971 0.2334250 0.4445919 0.5122923 0.5069647 0.4950248 -0.1898318 0.4179605 -0.0937019 0.0110941 0.4992835 0.4179818 0.6686817 -0.0117243 0.3883614 0.6159296 0.6523815 0.6917439 0.4171086 0.2132235 0.6936774 -0.2168334 0.5962268 0.4359419 -0.3943774 0.5487972 NA 1.0000000 0.3807654 0.5573658
ATT1_39_OnlyNatural 0.1589925 -0.0184319 0.4967249 0.2116595 -0.0358405 0.2806879 0.1881599 -0.2687649 0.2943169 0.1865565 0.3461062 0.0933247 0.2181790 0.4208462 0.5673170 0.2367404 -0.1021224 0.4475328 0.0409415 -0.0627139 0.2428293 0.6069021 0.2850850 -0.1456644 0.4722753 0.3429282 0.4675451 0.3865647 0.5172828 0.2151823 0.4010237 -0.4936280 0.2921160 0.2859871 -0.6107984 0.3374474 NA 0.3807654 1.0000000 0.5205521
ATT1_40_StrongerComplaintsMeanHealing 0.1422147 -0.0649280 0.3839049 0.2184550 -0.0290493 0.2747648 0.1908927 -0.1536467 0.3617487 0.2650414 0.3024056 0.0997425 0.2241344 0.4256597 0.4670373 0.2626768 -0.0557070 0.3837447 -0.1826811 -0.0366146 0.2912841 0.4766611 0.3852884 -0.1146142 0.3239024 0.3838897 0.4669471 0.4154461 0.3590474 0.1382130 0.4319284 -0.2145457 0.3124312 0.2992267 -0.4835906 0.3974168 NA 0.5573658 0.5205521 1.0000000 
### http://www.sthda.com/english/wiki/ggcorrplot-visualization-of-a-correlation-matrix-using-ggplot2
                
ggcorrplot::ggcorrplot(cors);

ggcorrplot::ggcorrplot(cors,
                       method = "circle");

ggcorrplot::ggcorrplot(cors,
                       lab = TRUE);